Overview
Brought to you by YData
Dataset statistics
| Number of variables | 31 |
|---|---|
| Number of observations | 50000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 11.8 MiB |
| Average record size in memory | 248.0 B |
Variable types
| Numeric | 21 |
|---|---|
| DateTime | 1 |
| Categorical | 7 |
| Text | 2 |
avg_stars_top_3_players is highly overall correlated with playtime and 2 other fields | High correlation |
days_active_first_28_days_after_registration is highly overall correlated with playtime | High correlation |
money_stash is highly overall correlated with rests_stash | High correlation |
morale_spent is highly overall correlated with playtime and 2 other fields | High correlation |
playtime is highly overall correlated with avg_stars_top_3_players and 8 other fields | High correlation |
registration_device_type is highly overall correlated with registration_platform_specific and 1 other fields | High correlation |
registration_platform_specific is highly overall correlated with registration_device_type and 1 other fields | High correlation |
registration_store is highly overall correlated with registration_device_type and 1 other fields | High correlation |
rests_spent is highly overall correlated with morale_spent and 3 other fields | High correlation |
rests_stash is highly overall correlated with money_stash | High correlation |
session_count is highly overall correlated with playtime | High correlation |
tokens_bought is highly overall correlated with transaction_count_iap | High correlation |
tokens_spent is highly overall correlated with avg_stars_top_3_players and 4 other fields | High correlation |
tokens_stash is highly overall correlated with tokens_spent | High correlation |
total_match_played_count is highly overall correlated with total_match_watched_count | High correlation |
total_match_watched_count is highly overall correlated with playtime and 1 other fields | High correlation |
training_count is highly overall correlated with avg_stars_top_3_players and 5 other fields | High correlation |
transaction_count_iap is highly overall correlated with tokens_bought | High correlation |
transaction_count_rewarded_video is highly overall correlated with playtime and 1 other fields | High correlation |
registration_platform_specific is highly imbalanced (52.8%) | Imbalance |
registration_store is highly imbalanced (61.9%) | Imbalance |
registration_device_type is highly imbalanced (68.3%) | Imbalance |
number_of_devices_used is highly imbalanced (95.2%) | Imbalance |
transaction_count_iap is highly skewed (γ1 = 22.60004975) | Skewed |
tokens_spent is highly skewed (γ1 = 52.9815726) | Skewed |
tokens_bought is highly skewed (γ1 = 167.0483388) | Skewed |
user_id has unique values | Unique |
total_match_played_count has 20918 (41.8%) zeros | Zeros |
total_match_watched_count has 39284 (78.6%) zeros | Zeros |
transaction_count_iap has 49445 (98.9%) zeros | Zeros |
transaction_count_rewarded_video has 34493 (69.0%) zeros | Zeros |
tokens_spent has 20335 (40.7%) zeros | Zeros |
tokens_stash has 965 (1.9%) zeros | Zeros |
tokens_bought has 49700 (99.4%) zeros | Zeros |
rests_spent has 31205 (62.4%) zeros | Zeros |
morale_spent has 33901 (67.8%) zeros | Zeros |
training_count has 18588 (37.2%) zeros | Zeros |
days_active_first_28_days_after_registration has 17491 (35.0%) zeros | Zeros |
transaction_count_iap_lifetime has 43825 (87.6%) zeros | Zeros |
Reproduction
| Analysis started | 2024-11-08 10:14:39.758379 |
|---|---|
| Analysis finished | 2024-11-08 10:18:14.709855 |
| Duration | 3 minutes and 34.95 seconds |
| Software version | ydata-profiling vv4.12.0 |
| Download configuration | config.json |
Variables
user_id
Real number (ℝ)
Unique 
| Distinct | 50000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 109844.24 |
| Minimum | 5 |
|---|---|
| Maximum | 218956 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 11092.85 |
| Q1 | 55070.75 |
| median | 109571 |
| Q3 | 165091.75 |
| 95-th percentile | 208097.4 |
| Maximum | 218956 |
| Range | 218951 |
| Interquartile range (IQR) | 110021 |
Descriptive statistics
| Standard deviation | 63219.004 |
|---|---|
| Coefficient of variation (CV) | 0.57553318 |
| Kurtosis | -1.2037434 |
| Mean | 109844.24 |
| Median Absolute Deviation (MAD) | 55047.5 |
| Skewness | -0.0066246035 |
| Sum | 5.492212 × 109 |
| Variance | 3.9966425 × 109 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 5 | 1 | < 0.1% |
| 147047 | 1 | < 0.1% |
| 146983 | 1 | < 0.1% |
| 146991 | 1 | < 0.1% |
| 146993 | 1 | < 0.1% |
| 146994 | 1 | < 0.1% |
| 147005 | 1 | < 0.1% |
| 147006 | 1 | < 0.1% |
| 147009 | 1 | < 0.1% |
| 147010 | 1 | < 0.1% |
| Other values (49990) | 49990 |
| Value | Count | Frequency (%) |
| 5 | 1 | |
| 7 | 1 | |
| 13 | 1 | |
| 23 | 1 | |
| 25 | 1 | |
| 34 | 1 | |
| 35 | 1 | |
| 36 | 1 | |
| 39 | 1 | |
| 45 | 1 |
| Value | Count | Frequency (%) |
| 218956 | 1 | |
| 218949 | 1 | |
| 218948 | 1 | |
| 218947 | 1 | |
| 218943 | 1 | |
| 218939 | 1 | |
| 218932 | 1 | |
| 218925 | 1 | |
| 218924 | 1 | |
| 218923 | 1 |
| Distinct | 49410 |
|---|---|
| Distinct (%) | 98.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 390.8 KiB |
| Minimum | 2024-05-19 00:00:59 |
|---|---|
| Maximum | 2024-06-15 23:59:50 |
registration_platform_specific
Categorical
High correlation  Imbalance 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 390.8 KiB |
| Android Phone | |
|---|---|
| iOS Phone | |
| Android Tablet | 1582 |
| iOS Tablet | 1309 |
| UniversalWindows PC | 755 |
| Other values (2) | 660 |
Length
| Max length | 19 |
|---|---|
| Median length | 13 |
| Mean length | 12.1887 |
| Min length | 9 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | iOS Phone |
|---|---|
| 2nd row | Android Phone |
| 3rd row | Android Phone |
| 4th row | Android Phone |
| 5th row | iOS Phone |
Common Values
| Value | Count | Frequency (%) |
| Android Phone | 34799 | |
| iOS Phone | 10895 | 21.8% |
| Android Tablet | 1582 | 3.2% |
| iOS Tablet | 1309 | 2.6% |
| UniversalWindows PC | 755 | 1.5% |
| WebGL FB Canvas | 415 | 0.8% |
| WebGL TE Site | 245 | 0.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| phone | 45694 | |
| android | 36381 | |
| ios | 12204 | 12.1% |
| tablet | 2891 | 2.9% |
| universalwindows | 755 | 0.8% |
| pc | 755 | 0.8% |
| webgl | 660 | 0.7% |
| fb | 415 | 0.4% |
| canvas | 415 | 0.4% |
| te | 245 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 84000 | |
| o | 82830 | |
| d | 73517 | |
| 50660 | ||
| i | 50340 | |
| e | 50245 | |
| P | 46449 | |
| h | 45694 | |
| r | 37136 | |
| A | 36381 | |
| Other values (18) | 52183 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 609435 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 84000 | |
| o | 82830 | |
| d | 73517 | |
| 50660 | ||
| i | 50340 | |
| e | 50245 | |
| P | 46449 | |
| h | 45694 | |
| r | 37136 | |
| A | 36381 | |
| Other values (18) | 52183 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 609435 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 84000 | |
| o | 82830 | |
| d | 73517 | |
| 50660 | ||
| i | 50340 | |
| e | 50245 | |
| P | 46449 | |
| h | 45694 | |
| r | 37136 | |
| A | 36381 | |
| Other values (18) | 52183 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 609435 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 84000 | |
| o | 82830 | |
| d | 73517 | |
| 50660 | ||
| i | 50340 | |
| e | 50245 | |
| P | 46449 | |
| h | 45694 | |
| r | 37136 | |
| A | 36381 | |
| Other values (18) | 52183 |
| Distinct | 184 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 390.8 KiB |
Length
| Max length | 37 |
|---|---|
| Median length | 32 |
| Mean length | 7.97362 |
| Min length | 4 |
Unique
| Unique | 18 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | France |
|---|---|
| 2nd row | Turkey |
| 3rd row | Belarus |
| 4th row | Indonesia |
| 5th row | Egypt |
| Value | Count | Frequency (%) |
| indonesia | 12018 | |
| turkey | 4472 | 8.0% |
| brazil | 3067 | 5.5% |
| united | 2798 | 5.0% |
| germany | 2130 | 3.8% |
| kingdom | 1700 | 3.0% |
| france | 1619 | 2.9% |
| thailand | 1544 | 2.8% |
| italy | 1339 | 2.4% |
| spain | 1236 | 2.2% |
| Other values (201) | 23867 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 48512 | |
| n | 45013 | 11.3% |
| e | 37273 | 9.3% |
| i | 36019 | 9.0% |
| d | 22506 | 5.6% |
| o | 22375 | 5.6% |
| r | 21238 | 5.3% |
| s | 17340 | 4.3% |
| I | 14907 | 3.7% |
| l | 14068 | 3.5% |
| Other values (44) | 119430 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 398681 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 48512 | |
| n | 45013 | 11.3% |
| e | 37273 | 9.3% |
| i | 36019 | 9.0% |
| d | 22506 | 5.6% |
| o | 22375 | 5.6% |
| r | 21238 | 5.3% |
| s | 17340 | 4.3% |
| I | 14907 | 3.7% |
| l | 14068 | 3.5% |
| Other values (44) | 119430 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 398681 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 48512 | |
| n | 45013 | 11.3% |
| e | 37273 | 9.3% |
| i | 36019 | 9.0% |
| d | 22506 | 5.6% |
| o | 22375 | 5.6% |
| r | 21238 | 5.3% |
| s | 17340 | 4.3% |
| I | 14907 | 3.7% |
| l | 14068 | 3.5% |
| Other values (44) | 119430 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 398681 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 48512 | |
| n | 45013 | 11.3% |
| e | 37273 | 9.3% |
| i | 36019 | 9.0% |
| d | 22506 | 5.6% |
| o | 22375 | 5.6% |
| r | 21238 | 5.3% |
| s | 17340 | 4.3% |
| I | 14907 | 3.7% |
| l | 14068 | 3.5% |
| Other values (44) | 119430 |
registration_store
Categorical
High correlation  Imbalance 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 390.8 KiB |
| GooglePlay | |
|---|---|
| AppStore | |
| WindowsStore | 755 |
| 660 | |
| Huawei | 253 |
| Other values (2) | 111 |
Length
| Max length | 15 |
|---|---|
| Median length | 10 |
| Mean length | 9.50578 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | AppStore |
|---|---|
| 2nd row | GooglePlay |
| 3rd row | GooglePlay |
| 4th row | GooglePlay |
| 5th row | AppStore |
Common Values
| Value | Count | Frequency (%) |
| GooglePlay | 36017 | |
| AppStore | 12204 | 24.4% |
| WindowsStore | 755 | 1.5% |
| 660 | 1.3% | |
| Huawei | 253 | 0.5% |
| GooglePlayForPC | 105 | 0.2% |
| Catappult | 6 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| googleplay | 36017 | |
| appstore | 12204 | 24.4% |
| windowsstore | 755 | 1.5% |
| 660 | 1.3% | |
| huawei | 253 | 0.5% |
| googleplayforpc | 105 | 0.2% |
| catappult | 6 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 87383 | |
| l | 72250 | |
| e | 49994 | |
| a | 37047 | |
| P | 36227 | |
| G | 36122 | |
| g | 36122 | |
| y | 36122 | |
| p | 24420 | 5.1% |
| r | 13064 | 2.7% |
| Other values (16) | 46538 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 475289 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 87383 | |
| l | 72250 | |
| e | 49994 | |
| a | 37047 | |
| P | 36227 | |
| G | 36122 | |
| g | 36122 | |
| y | 36122 | |
| p | 24420 | 5.1% |
| r | 13064 | 2.7% |
| Other values (16) | 46538 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 475289 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 87383 | |
| l | 72250 | |
| e | 49994 | |
| a | 37047 | |
| P | 36227 | |
| G | 36122 | |
| g | 36122 | |
| y | 36122 | |
| p | 24420 | 5.1% |
| r | 13064 | 2.7% |
| Other values (16) | 46538 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 475289 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 87383 | |
| l | 72250 | |
| e | 49994 | |
| a | 37047 | |
| P | 36227 | |
| G | 36122 | |
| g | 36122 | |
| y | 36122 | |
| p | 24420 | 5.1% |
| r | 13064 | 2.7% |
| Other values (16) | 46538 |
registration_season_day
Real number (ℝ)
| Distinct | 28 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.61398 |
| Minimum | 1 |
|---|---|
| Maximum | 28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7 |
| median | 13 |
| Q3 | 21 |
| 95-th percentile | 27 |
| Maximum | 28 |
| Range | 27 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 8.048579 |
|---|---|
| Coefficient of variation (CV) | 0.59119956 |
| Kurtosis | -1.1781655 |
| Mean | 13.61398 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.13684414 |
| Sum | 680699 |
| Variance | 64.779624 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 2273 | 4.5% |
| 1 | 2244 | 4.5% |
| 5 | 2128 | 4.3% |
| 7 | 2125 | 4.2% |
| 4 | 1989 | 4.0% |
| 15 | 1972 | 3.9% |
| 2 | 1969 | 3.9% |
| 3 | 1951 | 3.9% |
| 6 | 1891 | 3.8% |
| 14 | 1885 | 3.8% |
| Other values (18) | 29573 |
| Value | Count | Frequency (%) |
| 1 | 2244 | |
| 2 | 1969 | |
| 3 | 1951 | |
| 4 | 1989 | |
| 5 | 2128 | |
| 6 | 1891 | |
| 7 | 2125 | |
| 8 | 2273 | |
| 9 | 1884 | |
| 10 | 1835 |
| Value | Count | Frequency (%) |
| 28 | 1608 | |
| 27 | 1476 | |
| 26 | 1382 | |
| 25 | 1444 | |
| 24 | 1524 | |
| 23 | 1572 | |
| 22 | 1851 | |
| 21 | 1728 | |
| 20 | 1635 | |
| 19 | 1555 |
registration_channel_detailed
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 390.8 KiB |
| Paid | |
|---|---|
| Organic | |
| Unknown |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 5.51932 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Organic |
|---|---|
| 2nd row | Unknown |
| 3rd row | Organic |
| 4th row | Paid |
| 5th row | Organic |
Common Values
| Value | Count | Frequency (%) |
| Paid | 24678 | |
| Organic | 22745 | |
| Unknown | 2577 | 5.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| paid | 24678 | |
| organic | 22745 | |
| unknown | 2577 | 5.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 47423 | |
| i | 47423 | |
| n | 30476 | |
| P | 24678 | |
| d | 24678 | |
| O | 22745 | |
| r | 22745 | |
| g | 22745 | |
| c | 22745 | |
| U | 2577 | 0.9% |
| Other values (3) | 7731 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 275966 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 47423 | |
| i | 47423 | |
| n | 30476 | |
| P | 24678 | |
| d | 24678 | |
| O | 22745 | |
| r | 22745 | |
| g | 22745 | |
| c | 22745 | |
| U | 2577 | 0.9% |
| Other values (3) | 7731 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 275966 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 47423 | |
| i | 47423 | |
| n | 30476 | |
| P | 24678 | |
| d | 24678 | |
| O | 22745 | |
| r | 22745 | |
| g | 22745 | |
| c | 22745 | |
| U | 2577 | 0.9% |
| Other values (3) | 7731 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 275966 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 47423 | |
| i | 47423 | |
| n | 30476 | |
| P | 24678 | |
| d | 24678 | |
| O | 22745 | |
| r | 22745 | |
| g | 22745 | |
| c | 22745 | |
| U | 2577 | 0.9% |
| Other values (3) | 7731 | 2.8% |
registration_device_type
Categorical
High correlation  Imbalance 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 390.8 KiB |
| Phone | |
|---|---|
| Tablet | 2891 |
| PC | 1415 |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 4.97292 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Phone |
|---|---|
| 2nd row | Phone |
| 3rd row | Phone |
| 4th row | Phone |
| 5th row | Phone |
Common Values
| Value | Count | Frequency (%) |
| Phone | 45694 | |
| Tablet | 2891 | 5.8% |
| PC | 1415 | 2.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| phone | 45694 | |
| tablet | 2891 | 5.8% |
| pc | 1415 | 2.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 48585 | |
| P | 47109 | |
| h | 45694 | |
| o | 45694 | |
| n | 45694 | |
| T | 2891 | 1.2% |
| a | 2891 | 1.2% |
| b | 2891 | 1.2% |
| l | 2891 | 1.2% |
| t | 2891 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 248646 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 48585 | |
| P | 47109 | |
| h | 45694 | |
| o | 45694 | |
| n | 45694 | |
| T | 2891 | 1.2% |
| a | 2891 | 1.2% |
| b | 2891 | 1.2% |
| l | 2891 | 1.2% |
| t | 2891 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 248646 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 48585 | |
| P | 47109 | |
| h | 45694 | |
| o | 45694 | |
| n | 45694 | |
| T | 2891 | 1.2% |
| a | 2891 | 1.2% |
| b | 2891 | 1.2% |
| l | 2891 | 1.2% |
| t | 2891 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 248646 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 48585 | |
| P | 47109 | |
| h | 45694 | |
| o | 45694 | |
| n | 45694 | |
| T | 2891 | 1.2% |
| a | 2891 | 1.2% |
| b | 2891 | 1.2% |
| l | 2891 | 1.2% |
| t | 2891 | 1.2% |
| Distinct | 166 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 390.8 KiB |
Length
| Max length | 36 |
|---|---|
| Median length | 26 |
| Mean length | 6.12882 |
| Min length | 2 |
Unique
| Unique | 80 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | Apple |
|---|---|
| 2nd row | Xiaomi |
| 3rd row | Xiaomi |
| 4th row | OPPO |
| 5th row | Apple |
| Value | Count | Frequency (%) |
| apple | 12068 | |
| samsung | 11816 | |
| xiaomi | 9687 | |
| oppo | 3119 | 6.0% |
| vivo | 2298 | 4.4% |
| realme | 2200 | 4.3% |
| unknown | 1813 | 3.5% |
| infinix | 1467 | 2.8% |
| motorola | 1464 | 2.8% |
| huawei | 1139 | 2.2% |
| Other values (154) | 4587 | 8.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 25583 | 8.3% |
| m | 25190 | 8.2% |
| s | 24231 | 7.9% |
| p | 24167 | 7.9% |
| i | 21920 | 7.2% |
| o | 19154 | 6.3% |
| n | 17795 | 5.8% |
| e | 17534 | 5.7% |
| l | 16665 | 5.4% |
| A | 13309 | 4.3% |
| Other values (49) | 100893 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 306441 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 25583 | 8.3% |
| m | 25190 | 8.2% |
| s | 24231 | 7.9% |
| p | 24167 | 7.9% |
| i | 21920 | 7.2% |
| o | 19154 | 6.3% |
| n | 17795 | 5.8% |
| e | 17534 | 5.7% |
| l | 16665 | 5.4% |
| A | 13309 | 4.3% |
| Other values (49) | 100893 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 306441 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 25583 | 8.3% |
| m | 25190 | 8.2% |
| s | 24231 | 7.9% |
| p | 24167 | 7.9% |
| i | 21920 | 7.2% |
| o | 19154 | 6.3% |
| n | 17795 | 5.8% |
| e | 17534 | 5.7% |
| l | 16665 | 5.4% |
| A | 13309 | 4.3% |
| Other values (49) | 100893 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 306441 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 25583 | 8.3% |
| m | 25190 | 8.2% |
| s | 24231 | 7.9% |
| p | 24167 | 7.9% |
| i | 21920 | 7.2% |
| o | 19154 | 6.3% |
| n | 17795 | 5.8% |
| e | 17534 | 5.7% |
| l | 16665 | 5.4% |
| A | 13309 | 4.3% |
| Other values (49) | 100893 |
session_count
Real number (ℝ)
High correlation 
| Distinct | 34 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.25444 |
| Minimum | 0 |
|---|---|
| Maximum | 52 |
| Zeros | 240 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 52 |
| Range | 52 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.107337 |
|---|---|
| Coefficient of variation (CV) | 0.93474964 |
| Kurtosis | 30.291855 |
| Mean | 2.25444 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 3.8362964 |
| Sum | 112722 |
| Variance | 4.4408691 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 24529 | |
| 2 | 11608 | |
| 3 | 5301 | 10.6% |
| 4 | 3274 | 6.5% |
| 5 | 1801 | 3.6% |
| 6 | 1111 | 2.2% |
| 7 | 689 | 1.4% |
| 8 | 436 | 0.9% |
| 9 | 301 | 0.6% |
| 0 | 240 | 0.5% |
| Other values (24) | 710 | 1.4% |
| Value | Count | Frequency (%) |
| 0 | 240 | 0.5% |
| 1 | 24529 | |
| 2 | 11608 | |
| 3 | 5301 | 10.6% |
| 4 | 3274 | 6.5% |
| 5 | 1801 | 3.6% |
| 6 | 1111 | 2.2% |
| 7 | 689 | 1.4% |
| 8 | 436 | 0.9% |
| 9 | 301 | 0.6% |
| Value | Count | Frequency (%) |
| 52 | 1 | < 0.1% |
| 47 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 26 | 3 | |
| 25 | 3 | |
| 24 | 7 |
playtime
Real number (ℝ)
High correlation 
| Distinct | 49357 |
|---|---|
| Distinct (%) | 98.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.315468 |
| Minimum | 0 |
|---|---|
| Maximum | 969.55977 |
| Zeros | 240 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.84042 |
| Q1 | 5.8783417 |
| median | 19.197433 |
| Q3 | 43.483663 |
| 95-th percentile | 107.45487 |
| Maximum | 969.55977 |
| Range | 969.55977 |
| Interquartile range (IQR) | 37.605321 |
Descriptive statistics
| Standard deviation | 40.880019 |
|---|---|
| Coefficient of variation (CV) | 1.2650295 |
| Kurtosis | 28.573793 |
| Mean | 32.315468 |
| Median Absolute Deviation (MAD) | 15.701283 |
| Skewness | 3.5891723 |
| Sum | 1615773.4 |
| Variance | 1671.176 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 240 | 0.5% |
| 6.081416667 | 3 | < 0.1% |
| 40.16773333 | 3 | < 0.1% |
| 1.967866667 | 3 | < 0.1% |
| 0.4678333333 | 2 | < 0.1% |
| 0.6544833333 | 2 | < 0.1% |
| 2.676383333 | 2 | < 0.1% |
| 0.4318833333 | 2 | < 0.1% |
| 4.649516667 | 2 | < 0.1% |
| 31.46425 | 2 | < 0.1% |
| Other values (49347) | 49739 |
| Value | Count | Frequency (%) |
| 0 | 240 | |
| 0.007133333333 | 1 | < 0.1% |
| 0.01176666667 | 1 | < 0.1% |
| 0.01351666667 | 1 | < 0.1% |
| 0.01846666667 | 1 | < 0.1% |
| 0.0191 | 1 | < 0.1% |
| 0.01953333333 | 1 | < 0.1% |
| 0.03146666667 | 1 | < 0.1% |
| 0.03665 | 1 | < 0.1% |
| 0.037 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 969.5597667 | 1 | |
| 902.6277167 | 1 | |
| 698.9254833 | 1 | |
| 673.3630333 | 1 | |
| 628.7657167 | 1 | |
| 616.14725 | 1 | |
| 579.4904833 | 1 | |
| 567.5388167 | 1 | |
| 534.24525 | 1 | |
| 526.6736667 | 1 |
number_of_devices_used
Categorical
Imbalance 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 390.8 KiB |
| 1 | |
|---|---|
| 2 | 369 |
| 0 | 240 |
| 3 | 14 |
| 4 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 49376 | |
| 2 | 369 | 0.7% |
| 0 | 240 | 0.5% |
| 3 | 14 | < 0.1% |
| 4 | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 49376 | |
| 2 | 369 | 0.7% |
| 0 | 240 | 0.5% |
| 3 | 14 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 49376 | |
| 2 | 369 | 0.7% |
| 0 | 240 | 0.5% |
| 3 | 14 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 50000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 49376 | |
| 2 | 369 | 0.7% |
| 0 | 240 | 0.5% |
| 3 | 14 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 50000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 49376 | |
| 2 | 369 | 0.7% |
| 0 | 240 | 0.5% |
| 3 | 14 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 50000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 49376 | |
| 2 | 369 | 0.7% |
| 0 | 240 | 0.5% |
| 3 | 14 | < 0.1% |
| 4 | 1 | < 0.1% |
total_match_played_count
Real number (ℝ)
High correlation  Zeros 
| Distinct | 28 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.01376 |
| Minimum | 0 |
|---|---|
| Maximum | 29 |
| Zeros | 20918 |
| Zeros (%) | 41.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 29 |
| Range | 29 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.6242978 |
|---|---|
| Coefficient of variation (CV) | 1.6022509 |
| Kurtosis | 30.090695 |
| Mean | 1.01376 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.3166377 |
| Sum | 50688 |
| Variance | 2.6383434 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 20918 | |
| 1 | 20427 | |
| 2 | 4962 | 9.9% |
| 3 | 1161 | 2.3% |
| 4 | 569 | 1.1% |
| 5 | 494 | 1.0% |
| 6 | 406 | 0.8% |
| 7 | 331 | 0.7% |
| 8 | 276 | 0.6% |
| 9 | 141 | 0.3% |
| Other values (18) | 315 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 20918 | |
| 1 | 20427 | |
| 2 | 4962 | 9.9% |
| 3 | 1161 | 2.3% |
| 4 | 569 | 1.1% |
| 5 | 494 | 1.0% |
| 6 | 406 | 0.8% |
| 7 | 331 | 0.7% |
| 8 | 276 | 0.6% |
| 9 | 141 | 0.3% |
| Value | Count | Frequency (%) |
| 29 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 24 | 3 | |
| 21 | 5 | |
| 20 | 3 | |
| 19 | 5 | |
| 18 | 5 |
total_match_watched_count
Real number (ℝ)
High correlation  Zeros 
| Distinct | 17 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.35814 |
| Minimum | 0 |
|---|---|
| Maximum | 19 |
| Zeros | 39284 |
| Zeros (%) | 78.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.95195266 |
|---|---|
| Coefficient of variation (CV) | 2.6580462 |
| Kurtosis | 37.545697 |
| Mean | 0.35814 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.958619 |
| Sum | 17907 |
| Variance | 0.90621386 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 39284 | |
| 1 | 7438 | 14.9% |
| 2 | 1685 | 3.4% |
| 3 | 690 | 1.4% |
| 4 | 321 | 0.6% |
| 5 | 239 | 0.5% |
| 6 | 134 | 0.3% |
| 7 | 96 | 0.2% |
| 8 | 44 | 0.1% |
| 9 | 34 | 0.1% |
| Other values (7) | 35 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 39284 | |
| 1 | 7438 | 14.9% |
| 2 | 1685 | 3.4% |
| 3 | 690 | 1.4% |
| 4 | 321 | 0.6% |
| 5 | 239 | 0.5% |
| 6 | 134 | 0.3% |
| 7 | 96 | 0.2% |
| 8 | 44 | 0.1% |
| 9 | 34 | 0.1% |
| Value | Count | Frequency (%) |
| 19 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 15 | 3 | < 0.1% |
| 14 | 4 | < 0.1% |
| 13 | 5 | < 0.1% |
| 11 | 5 | < 0.1% |
| 10 | 16 | < 0.1% |
| 9 | 34 | 0.1% |
| 8 | 44 | |
| 7 | 96 |
transaction_count_iap
Real number (ℝ)
High correlation  Skewed  Zeros 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0204 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 49445 |
| Zeros (%) | 98.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.25216088 |
|---|---|
| Coefficient of variation (CV) | 12.360828 |
| Kurtosis | 808.14979 |
| Mean | 0.0204 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 22.60005 |
| Sum | 1020 |
| Variance | 0.063585112 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 49445 | |
| 1 | 331 | 0.7% |
| 2 | 119 | 0.2% |
| 3 | 50 | 0.1% |
| 4 | 25 | 0.1% |
| 5 | 13 | < 0.1% |
| 6 | 7 | < 0.1% |
| 8 | 4 | < 0.1% |
| 9 | 2 | < 0.1% |
| 7 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 49445 | |
| 1 | 331 | 0.7% |
| 2 | 119 | 0.2% |
| 3 | 50 | 0.1% |
| 4 | 25 | 0.1% |
| 5 | 13 | < 0.1% |
| 6 | 7 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 4 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 15 | 2 | < 0.1% |
| 9 | 2 | < 0.1% |
| 8 | 4 | < 0.1% |
| 7 | 2 | < 0.1% |
| 6 | 7 | < 0.1% |
| 5 | 13 | < 0.1% |
| 4 | 25 | 0.1% |
| 3 | 50 | 0.1% |
| 2 | 119 | 0.2% |
| 1 | 331 |
transaction_count_rewarded_video
Real number (ℝ)
High correlation  Zeros 
| Distinct | 59 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.40398 |
| Minimum | 0 |
|---|---|
| Maximum | 58 |
| Zeros | 34493 |
| Zeros (%) | 69.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 6 |
| Maximum | 58 |
| Range | 58 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 4.4706756 |
|---|---|
| Coefficient of variation (CV) | 3.1842872 |
| Kurtosis | 58.598554 |
| Mean | 1.40398 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.9188343 |
| Sum | 70199 |
| Variance | 19.98694 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 34493 | |
| 1 | 5215 | 10.4% |
| 2 | 2754 | 5.5% |
| 3 | 1694 | 3.4% |
| 4 | 1682 | 3.4% |
| 5 | 1252 | 2.5% |
| 6 | 743 | 1.5% |
| 7 | 405 | 0.8% |
| 8 | 297 | 0.6% |
| 9 | 205 | 0.4% |
| Other values (49) | 1260 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 34493 | |
| 1 | 5215 | 10.4% |
| 2 | 2754 | 5.5% |
| 3 | 1694 | 3.4% |
| 4 | 1682 | 3.4% |
| 5 | 1252 | 2.5% |
| 6 | 743 | 1.5% |
| 7 | 405 | 0.8% |
| 8 | 297 | 0.6% |
| 9 | 205 | 0.4% |
| Value | Count | Frequency (%) |
| 58 | 2 | < 0.1% |
| 57 | 1 | < 0.1% |
| 56 | 3 | < 0.1% |
| 55 | 4 | < 0.1% |
| 54 | 3 | < 0.1% |
| 53 | 4 | < 0.1% |
| 52 | 11 | |
| 51 | 7 | |
| 50 | 6 | |
| 49 | 11 |
tokens_spent
Real number (ℝ)
High correlation  Skewed  Zeros 
| Distinct | 398 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.42196 |
| Minimum | 0 |
|---|---|
| Maximum | 9182 |
| Zeros | 20335 |
| Zeros (%) | 40.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 10 |
| Q3 | 70 |
| 95-th percentile | 119 |
| Maximum | 9182 |
| Range | 9182 |
| Interquartile range (IQR) | 70 |
Descriptive statistics
| Standard deviation | 67.34237 |
|---|---|
| Coefficient of variation (CV) | 1.8489497 |
| Kurtosis | 6844.6676 |
| Mean | 36.42196 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 52.981573 |
| Sum | 1821098 |
| Variance | 4534.9948 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 20335 | |
| 5 | 1065 | 2.1% |
| 2 | 582 | 1.2% |
| 1 | 510 | 1.0% |
| 20 | 493 | 1.0% |
| 80 | 471 | 0.9% |
| 10 | 454 | 0.9% |
| 6 | 421 | 0.8% |
| 50 | 415 | 0.8% |
| 83 | 413 | 0.8% |
| Other values (388) | 24841 |
| Value | Count | Frequency (%) |
| 0 | 20335 | |
| 1 | 510 | 1.0% |
| 2 | 582 | 1.2% |
| 3 | 382 | 0.8% |
| 4 | 369 | 0.7% |
| 5 | 1065 | 2.1% |
| 6 | 421 | 0.8% |
| 7 | 365 | 0.7% |
| 8 | 387 | 0.8% |
| 9 | 338 | 0.7% |
| Value | Count | Frequency (%) |
| 9182 | 1 | |
| 1842 | 1 | |
| 1486 | 1 | |
| 1469 | 1 | |
| 1463 | 1 | |
| 1359 | 1 | |
| 1269 | 1 | |
| 1220 | 1 | |
| 1149 | 1 | |
| 1119 | 1 |
tokens_stash
Real number (ℝ)
High correlation  Zeros 
| Distinct | 789 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 90.74456 |
| Minimum | 0 |
|---|---|
| Maximum | 8261 |
| Zeros | 965 |
| Zeros (%) | 1.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 29 |
| median | 83 |
| Q3 | 113 |
| 95-th percentile | 211 |
| Maximum | 8261 |
| Range | 8261 |
| Interquartile range (IQR) | 84 |
Descriptive statistics
| Standard deviation | 120.16827 |
|---|---|
| Coefficient of variation (CV) | 1.3242477 |
| Kurtosis | 905.38124 |
| Mean | 90.74456 |
| Median Absolute Deviation (MAD) | 42 |
| Skewness | 19.657883 |
| Sum | 4537228 |
| Variance | 14440.414 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 984 | 2.0% |
| 0 | 965 | 1.9% |
| 84 | 778 | 1.6% |
| 2 | 771 | 1.5% |
| 3 | 767 | 1.5% |
| 83 | 763 | 1.5% |
| 81 | 759 | 1.5% |
| 85 | 745 | 1.5% |
| 80 | 728 | 1.5% |
| 87 | 723 | 1.4% |
| Other values (779) | 42017 |
| Value | Count | Frequency (%) |
| 0 | 965 | |
| 1 | 984 | |
| 2 | 771 | |
| 3 | 767 | |
| 4 | 680 | |
| 5 | 593 | |
| 6 | 555 | |
| 7 | 489 | |
| 8 | 487 | |
| 9 | 473 |
| Value | Count | Frequency (%) |
| 8261 | 1 | |
| 6755 | 1 | |
| 6025 | 1 | |
| 5262 | 1 | |
| 4142 | 1 | |
| 3278 | 1 | |
| 3060 | 1 | |
| 3010 | 1 | |
| 2958 | 1 | |
| 2543 | 1 |
tokens_bought
Real number (ℝ)
High correlation  Skewed  Zeros 
| Distinct | 53 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7902 |
| Minimum | 0 |
|---|---|
| Maximum | 9000 |
| Zeros | 49700 |
| Zeros (%) | 99.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 9000 |
| Range | 9000 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 45.088538 |
|---|---|
| Coefficient of variation (CV) | 57.059653 |
| Kurtosis | 32186.54 |
| Mean | 0.7902 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 167.04834 |
| Sum | 39510 |
| Variance | 2032.9762 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 49700 | |
| 20 | 145 | 0.3% |
| 14 | 21 | < 0.1% |
| 80 | 21 | < 0.1% |
| 37 | 15 | < 0.1% |
| 176 | 14 | < 0.1% |
| 34 | 10 | < 0.1% |
| 100 | 7 | < 0.1% |
| 196 | 5 | < 0.1% |
| 28 | 4 | < 0.1% |
| Other values (43) | 58 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 49700 | |
| 14 | 21 | < 0.1% |
| 20 | 145 | 0.3% |
| 25 | 1 | < 0.1% |
| 28 | 4 | < 0.1% |
| 34 | 10 | < 0.1% |
| 37 | 15 | < 0.1% |
| 45 | 1 | < 0.1% |
| 48 | 3 | < 0.1% |
| 51 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9000 | 1 | |
| 3020 | 1 | |
| 1307 | 1 | |
| 1211 | 1 | |
| 1051 | 1 | |
| 1031 | 1 | |
| 852 | 2 | |
| 617 | 1 | |
| 537 | 1 | |
| 534 | 1 |
rests_stash
Real number (ℝ)
High correlation 
| Distinct | 1074 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 306.03252 |
| Minimum | 0 |
|---|---|
| Maximum | 1438 |
| Zeros | 169 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 148 |
| median | 223 |
| Q3 | 381 |
| 95-th percentile | 915 |
| Maximum | 1438 |
| Range | 1438 |
| Interquartile range (IQR) | 233 |
Descriptive statistics
| Standard deviation | 237.83553 |
|---|---|
| Coefficient of variation (CV) | 0.7771577 |
| Kurtosis | 2.0560623 |
| Mean | 306.03252 |
| Median Absolute Deviation (MAD) | 87 |
| Skewness | 1.5991885 |
| Sum | 15301626 |
| Variance | 56565.739 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1030 | 589 | 1.2% |
| 145 | 412 | 0.8% |
| 149 | 380 | 0.8% |
| 147 | 374 | 0.7% |
| 146 | 373 | 0.7% |
| 148 | 364 | 0.7% |
| 143 | 358 | 0.7% |
| 141 | 354 | 0.7% |
| 150 | 353 | 0.7% |
| 153 | 349 | 0.7% |
| Other values (1064) | 46094 |
| Value | Count | Frequency (%) |
| 0 | 169 | |
| 1 | 71 | |
| 2 | 52 | 0.1% |
| 3 | 49 | 0.1% |
| 4 | 46 | 0.1% |
| 5 | 41 | 0.1% |
| 6 | 52 | 0.1% |
| 7 | 37 | 0.1% |
| 8 | 35 | 0.1% |
| 9 | 25 | 0.1% |
| Value | Count | Frequency (%) |
| 1438 | 1 | |
| 1163 | 1 | |
| 1124 | 1 | |
| 1099 | 1 | |
| 1085 | 1 | |
| 1084 | 1 | |
| 1072 | 1 | |
| 1071 | 1 | |
| 1068 | 1 | |
| 1067 | 1 |
rests_spent
Real number (ℝ)
High correlation  Zeros 
| Distinct | 434 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.80798 |
| Minimum | 0 |
|---|---|
| Maximum | 959 |
| Zeros | 31205 |
| Zeros (%) | 62.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 24 |
| 95-th percentile | 145 |
| Maximum | 959 |
| Range | 959 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 53.736718 |
|---|---|
| Coefficient of variation (CV) | 2.1661061 |
| Kurtosis | 22.395338 |
| Mean | 24.80798 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.7006928 |
| Sum | 1240399 |
| Variance | 2887.6349 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 31205 | |
| 22 | 801 | 1.6% |
| 1 | 561 | 1.1% |
| 11 | 452 | 0.9% |
| 2 | 448 | 0.9% |
| 12 | 292 | 0.6% |
| 157 | 288 | 0.6% |
| 18 | 277 | 0.6% |
| 24 | 256 | 0.5% |
| 23 | 250 | 0.5% |
| Other values (424) | 15170 |
| Value | Count | Frequency (%) |
| 0 | 31205 | |
| 1 | 561 | 1.1% |
| 2 | 448 | 0.9% |
| 3 | 224 | 0.4% |
| 4 | 238 | 0.5% |
| 5 | 131 | 0.3% |
| 6 | 162 | 0.3% |
| 7 | 115 | 0.2% |
| 8 | 247 | 0.5% |
| 9 | 157 | 0.3% |
| Value | Count | Frequency (%) |
| 959 | 1 | |
| 948 | 1 | |
| 815 | 1 | |
| 805 | 1 | |
| 799 | 1 | |
| 798 | 1 | |
| 737 | 1 | |
| 707 | 1 | |
| 644 | 1 | |
| 636 | 1 |
morale_spent
Real number (ℝ)
High correlation  Zeros 
| Distinct | 180 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.94448 |
| Minimum | 0 |
|---|---|
| Maximum | 361 |
| Zeros | 33901 |
| Zeros (%) | 67.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 6 |
| 95-th percentile | 22 |
| Maximum | 361 |
| Range | 361 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 13.810084 |
|---|---|
| Coefficient of variation (CV) | 2.7930306 |
| Kurtosis | 71.791202 |
| Mean | 4.94448 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.863805 |
| Sum | 247224 |
| Variance | 190.71841 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 33901 | |
| 10 | 1799 | 3.6% |
| 9 | 1766 | 3.5% |
| 8 | 1563 | 3.1% |
| 7 | 1165 | 2.3% |
| 11 | 1015 | 2.0% |
| 6 | 1001 | 2.0% |
| 5 | 688 | 1.4% |
| 1 | 647 | 1.3% |
| 4 | 555 | 1.1% |
| Other values (170) | 5900 | 11.8% |
| Value | Count | Frequency (%) |
| 0 | 33901 | |
| 1 | 647 | 1.3% |
| 2 | 430 | 0.9% |
| 3 | 472 | 0.9% |
| 4 | 555 | 1.1% |
| 5 | 688 | 1.4% |
| 6 | 1001 | 2.0% |
| 7 | 1165 | 2.3% |
| 8 | 1563 | 3.1% |
| 9 | 1766 | 3.5% |
| Value | Count | Frequency (%) |
| 361 | 1 | < 0.1% |
| 292 | 1 | < 0.1% |
| 276 | 1 | < 0.1% |
| 256 | 1 | < 0.1% |
| 245 | 1 | < 0.1% |
| 240 | 1 | < 0.1% |
| 216 | 4 | |
| 211 | 1 | < 0.1% |
| 201 | 2 | |
| 200 | 1 | < 0.1% |
money_stash
Real number (ℝ)
High correlation 
| Distinct | 48650 |
|---|---|
| Distinct (%) | 97.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.2042835 × 108 |
| Minimum | 0 |
|---|---|
| Maximum | 2.2249259 × 109 |
| Zeros | 27 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 19539959 |
| Q1 | 39930339 |
| median | 1.7809436 × 108 |
| Q3 | 8.2807859 × 108 |
| 95-th percentile | 1.2419809 × 109 |
| Maximum | 2.2249259 × 109 |
| Range | 2.2249259 × 109 |
| Interquartile range (IQR) | 7.8814825 × 108 |
Descriptive statistics
| Standard deviation | 4.4636556 × 108 |
|---|---|
| Coefficient of variation (CV) | 1.0616923 |
| Kurtosis | -0.90046669 |
| Mean | 4.2042835 × 108 |
| Median Absolute Deviation (MAD) | 1.5709152 × 108 |
| Skewness | 0.78434862 |
| Sum | 2.1021418 × 1013 |
| Variance | 1.9924222 × 1017 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 27 | 0.1% |
| 20978179 | 8 | < 0.1% |
| 20976822 | 8 | < 0.1% |
| 79859286 | 8 | < 0.1% |
| 20977822 | 7 | < 0.1% |
| 20978215 | 7 | < 0.1% |
| 20977750 | 6 | < 0.1% |
| 79853929 | 6 | < 0.1% |
| 20978322 | 6 | < 0.1% |
| 20976715 | 6 | < 0.1% |
| Other values (48640) | 49911 |
| Value | Count | Frequency (%) |
| 0 | 27 | |
| 310863 | 1 | < 0.1% |
| 395577 | 1 | < 0.1% |
| 404640 | 1 | < 0.1% |
| 504408 | 1 | < 0.1% |
| 961300 | 1 | < 0.1% |
| 1959513 | 1 | < 0.1% |
| 2009832 | 1 | < 0.1% |
| 2366943 | 1 | < 0.1% |
| 2430790 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2224925880 | 1 | |
| 2036765301 | 1 | |
| 1962456165 | 1 | |
| 1885093571 | 1 | |
| 1870749447 | 1 | |
| 1861381209 | 1 | |
| 1788311600 | 1 | |
| 1779771811 | 1 | |
| 1778082967 | 1 | |
| 1778008043 | 1 |
avg_stars_top_3_players
Real number (ℝ)
High correlation 
| Distinct | 48897 |
|---|---|
| Distinct (%) | 97.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.6723753 |
| Minimum | 0 |
|---|---|
| Maximum | 8.2145777 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.58022 |
| Q1 | 5.2968334 |
| median | 5.7348222 |
| Q3 | 6.0704 |
| 95-th percentile | 6.5330711 |
| Maximum | 8.2145777 |
| Range | 8.2145777 |
| Interquartile range (IQR) | 0.77356661 |
Descriptive statistics
| Standard deviation | 0.57528001 |
|---|---|
| Coefficient of variation (CV) | 0.10141783 |
| Kurtosis | 0.39354904 |
| Mean | 5.6723753 |
| Median Absolute Deviation (MAD) | 0.38135566 |
| Skewness | -0.34023398 |
| Sum | 283618.77 |
| Variance | 0.33094709 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5.870933363 | 3 | < 0.1% |
| 5.886266615 | 3 | < 0.1% |
| 5.843822174 | 3 | < 0.1% |
| 5.442977787 | 3 | < 0.1% |
| 6.202800022 | 3 | < 0.1% |
| 6.007777778 | 3 | < 0.1% |
| 5.760444472 | 3 | < 0.1% |
| 5.402844374 | 3 | < 0.1% |
| 5.393733317 | 3 | < 0.1% |
| 5.597466634 | 3 | < 0.1% |
| Other values (48887) | 49970 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 3.321466649 | 1 | < 0.1% |
| 3.384711109 | 1 | < 0.1% |
| 3.418266661 | 1 | < 0.1% |
| 3.451333364 | 1 | < 0.1% |
| 3.49564448 | 1 | < 0.1% |
| 3.519422184 | 1 | < 0.1% |
| 3.795066681 | 1 | < 0.1% |
| 3.808800049 | 1 | < 0.1% |
| 3.875155504 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8.214577705 | 1 | |
| 7.946933272 | 1 | |
| 7.922222154 | 1 | |
| 7.912444594 | 1 | |
| 7.904933336 | 1 | |
| 7.894044478 | 1 | |
| 7.709066569 | 1 | |
| 7.699466824 | 1 | |
| 7.689733344 | 1 | |
| 7.653111131 | 1 |
avg_age_top_11_players
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.771246 |
| Minimum | 20 |
|---|---|
| Maximum | 28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 22 |
| median | 23 |
| Q3 | 23 |
| 95-th percentile | 25 |
| Maximum | 28 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.0616579 |
|---|---|
| Coefficient of variation (CV) | 0.046622739 |
| Kurtosis | 0.17323706 |
| Mean | 22.771246 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.37049372 |
| Sum | 1138562.3 |
| Variance | 1.1271174 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 23 | 17554 | |
| 22 | 16209 | |
| 24 | 8623 | |
| 21 | 4657 | 9.3% |
| 25 | 2282 | 4.6% |
| 26 | 434 | 0.9% |
| 20 | 194 | 0.4% |
| 27 | 41 | 0.1% |
| 22.77124627 | 3 | < 0.1% |
| 28 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 194 | 0.4% |
| 21 | 4657 | 9.3% |
| 22 | 16209 | |
| 22.77124627 | 3 | < 0.1% |
| 23 | 17554 | |
| 24 | 8623 | |
| 25 | 2282 | 4.6% |
| 26 | 434 | 0.9% |
| 27 | 41 | 0.1% |
| 28 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 28 | 3 | < 0.1% |
| 27 | 41 | 0.1% |
| 26 | 434 | 0.9% |
| 25 | 2282 | 4.6% |
| 24 | 8623 | |
| 23 | 17554 | |
| 22.77124627 | 3 | < 0.1% |
| 22 | 16209 | |
| 21 | 4657 | 9.3% |
| 20 | 194 | 0.4% |
training_count
Real number (ℝ)
High correlation  Zeros 
| Distinct | 174 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.25404 |
| Minimum | 0 |
|---|---|
| Maximum | 516 |
| Zeros | 18588 |
| Zeros (%) | 37.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 11 |
| Maximum | 516 |
| Range | 516 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 11.081785 |
|---|---|
| Coefficient of variation (CV) | 3.4055467 |
| Kurtosis | 556.26023 |
| Mean | 3.25404 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 19.681952 |
| Sum | 162702 |
| Variance | 122.80596 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 18588 | |
| 1 | 8657 | |
| 2 | 5406 | 10.8% |
| 3 | 4130 | 8.3% |
| 4 | 3211 | 6.4% |
| 5 | 2307 | 4.6% |
| 6 | 1612 | 3.2% |
| 7 | 1269 | 2.5% |
| 8 | 961 | 1.9% |
| 9 | 754 | 1.5% |
| Other values (164) | 3105 | 6.2% |
| Value | Count | Frequency (%) |
| 0 | 18588 | |
| 1 | 8657 | |
| 2 | 5406 | 10.8% |
| 3 | 4130 | 8.3% |
| 4 | 3211 | 6.4% |
| 5 | 2307 | 4.6% |
| 6 | 1612 | 3.2% |
| 7 | 1269 | 2.5% |
| 8 | 961 | 1.9% |
| 9 | 754 | 1.5% |
| Value | Count | Frequency (%) |
| 516 | 1 | |
| 463 | 1 | |
| 447 | 1 | |
| 424 | 1 | |
| 389 | 1 | |
| 383 | 1 | |
| 369 | 1 | |
| 367 | 1 | |
| 344 | 1 | |
| 336 | 1 |
days_active_first_28_days_after_registration
Real number (ℝ)
High correlation  Zeros 
| Distinct | 29 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.44444 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 17491 |
| Zeros (%) | 35.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 13 |
| 95-th percentile | 28 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.6981397 |
|---|---|
| Coefficient of variation (CV) | 1.302736 |
| Kurtosis | -0.33329809 |
| Mean | 7.44444 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.1002734 |
| Sum | 372222 |
| Variance | 94.053914 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 17491 | |
| 1 | 5642 | 11.3% |
| 28 | 3184 | 6.4% |
| 2 | 3045 | 6.1% |
| 3 | 2138 | 4.3% |
| 4 | 1648 | 3.3% |
| 5 | 1403 | 2.8% |
| 27 | 1370 | 2.7% |
| 6 | 1165 | 2.3% |
| 7 | 1017 | 2.0% |
| Other values (19) | 11897 |
| Value | Count | Frequency (%) |
| 0 | 17491 | |
| 1 | 5642 | 11.3% |
| 2 | 3045 | 6.1% |
| 3 | 2138 | 4.3% |
| 4 | 1648 | 3.3% |
| 5 | 1403 | 2.8% |
| 6 | 1165 | 2.3% |
| 7 | 1017 | 2.0% |
| 8 | 836 | 1.7% |
| 9 | 861 | 1.7% |
| Value | Count | Frequency (%) |
| 28 | 3184 | |
| 27 | 1370 | |
| 26 | 898 | 1.8% |
| 25 | 762 | 1.5% |
| 24 | 664 | 1.3% |
| 23 | 573 | 1.1% |
| 22 | 543 | 1.1% |
| 21 | 531 | 1.1% |
| 20 | 493 | 1.0% |
| 19 | 541 | 1.1% |
is_payer_lifetime
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 390.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 43825 | |
| 1 | 6175 | 12.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 43825 | |
| 1 | 6175 | 12.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 43825 | |
| 1 | 6175 | 12.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 50000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 43825 | |
| 1 | 6175 | 12.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 50000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 43825 | |
| 1 | 6175 | 12.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 50000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 43825 | |
| 1 | 6175 | 12.3% |
days_active_lifetime
Real number (ℝ)
| Distinct | 521 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.53132 |
| Minimum | 1 |
|---|---|
| Maximum | 650 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 17 |
| Q3 | 51 |
| 95-th percentile | 175 |
| Maximum | 650 |
| Range | 649 |
| Interquartile range (IQR) | 47 |
Descriptive statistics
| Standard deviation | 66.123853 |
|---|---|
| Coefficient of variation (CV) | 1.5547096 |
| Kurtosis | 12.398564 |
| Mean | 42.53132 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 3.0846103 |
| Sum | 2126566 |
| Variance | 4372.364 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 3821 | 7.6% |
| 1 | 3492 | 7.0% |
| 3 | 3045 | 6.1% |
| 4 | 2396 | 4.8% |
| 5 | 1898 | 3.8% |
| 6 | 1510 | 3.0% |
| 7 | 1313 | 2.6% |
| 8 | 1211 | 2.4% |
| 9 | 987 | 2.0% |
| 10 | 975 | 1.9% |
| Other values (511) | 29352 |
| Value | Count | Frequency (%) |
| 1 | 3492 | |
| 2 | 3821 | |
| 3 | 3045 | |
| 4 | 2396 | |
| 5 | 1898 | |
| 6 | 1510 | 3.0% |
| 7 | 1313 | 2.6% |
| 8 | 1211 | 2.4% |
| 9 | 987 | 2.0% |
| 10 | 975 | 1.9% |
| Value | Count | Frequency (%) |
| 650 | 1 | |
| 626 | 1 | |
| 615 | 1 | |
| 611 | 1 | |
| 605 | 1 | |
| 604 | 1 | |
| 590 | 1 | |
| 586 | 1 | |
| 585 | 1 | |
| 580 | 1 |
transaction_count_iap_lifetime
Real number (ℝ)
Zeros 
| Distinct | 129 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.06164 |
| Minimum | 0 |
|---|---|
| Maximum | 335 |
| Zeros | 43825 |
| Zeros (%) | 87.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 390.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 4 |
| Maximum | 335 |
| Range | 335 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 6.7633686 |
|---|---|
| Coefficient of variation (CV) | 6.3706799 |
| Kurtosis | 479.23783 |
| Mean | 1.06164 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 17.238154 |
| Sum | 53082 |
| Variance | 45.743155 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 43825 | |
| 1 | 1828 | 3.7% |
| 2 | 885 | 1.8% |
| 3 | 608 | 1.2% |
| 4 | 408 | 0.8% |
| 5 | 332 | 0.7% |
| 6 | 246 | 0.5% |
| 7 | 180 | 0.4% |
| 8 | 171 | 0.3% |
| 9 | 144 | 0.3% |
| Other values (119) | 1373 | 2.7% |
| Value | Count | Frequency (%) |
| 0 | 43825 | |
| 1 | 1828 | 3.7% |
| 2 | 885 | 1.8% |
| 3 | 608 | 1.2% |
| 4 | 408 | 0.8% |
| 5 | 332 | 0.7% |
| 6 | 246 | 0.5% |
| 7 | 180 | 0.4% |
| 8 | 171 | 0.3% |
| 9 | 144 | 0.3% |
| Value | Count | Frequency (%) |
| 335 | 1 | |
| 323 | 1 | |
| 225 | 1 | |
| 218 | 1 | |
| 206 | 1 | |
| 204 | 1 | |
| 199 | 1 | |
| 197 | 1 | |
| 196 | 1 | |
| 179 | 1 |
is_rewarded_video_watcher_lifetime
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 390.8 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 31622 | |
| 0 | 18378 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 31622 | |
| 0 | 18378 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 31622 | |
| 0 | 18378 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 50000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 31622 | |
| 0 | 18378 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 50000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 31622 | |
| 0 | 18378 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 50000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 31622 | |
| 0 | 18378 |
Interactions
Correlations
| avg_age_top_11_players | avg_stars_top_3_players | days_active_first_28_days_after_registration | days_active_lifetime | is_payer_lifetime | is_rewarded_video_watcher_lifetime | money_stash | morale_spent | number_of_devices_used | playtime | registration_channel_detailed | registration_device_type | registration_platform_specific | registration_season_day | registration_store | rests_spent | rests_stash | session_count | tokens_bought | tokens_spent | tokens_stash | total_match_played_count | total_match_watched_count | training_count | transaction_count_iap | transaction_count_iap_lifetime | transaction_count_rewarded_video | user_id | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| avg_age_top_11_players | 1.000 | -0.149 | -0.088 | -0.033 | 0.013 | 0.035 | -0.022 | -0.076 | 0.016 | -0.132 | 0.012 | 0.010 | 0.007 | 0.007 | 0.006 | -0.086 | -0.005 | -0.075 | -0.010 | -0.119 | 0.040 | -0.038 | -0.060 | -0.123 | -0.017 | -0.017 | -0.092 | 0.000 |
| avg_stars_top_3_players | -0.149 | 1.000 | 0.420 | 0.226 | 0.201 | 0.201 | 0.192 | 0.385 | 0.065 | 0.609 | 0.058 | 0.044 | 0.035 | -0.002 | 0.036 | 0.445 | 0.055 | 0.352 | 0.097 | 0.582 | -0.310 | 0.209 | 0.307 | 0.501 | 0.145 | 0.175 | 0.369 | -0.022 |
| days_active_first_28_days_after_registration | -0.088 | 0.420 | 1.000 | 0.318 | 0.103 | 0.226 | 0.193 | 0.338 | 0.036 | 0.588 | 0.051 | 0.064 | 0.041 | -0.023 | 0.028 | 0.376 | 0.065 | 0.381 | 0.071 | 0.390 | -0.213 | 0.124 | 0.288 | 0.462 | 0.098 | 0.100 | 0.382 | -0.013 |
| days_active_lifetime | -0.033 | 0.226 | 0.318 | 1.000 | 0.316 | 0.344 | 0.418 | 0.135 | 0.014 | 0.183 | 0.065 | 0.036 | 0.023 | -0.010 | 0.011 | 0.090 | 0.248 | 0.121 | 0.016 | 0.068 | -0.040 | 0.030 | 0.080 | 0.113 | 0.026 | 0.355 | 0.193 | -0.001 |
| is_payer_lifetime | 0.013 | 0.201 | 0.103 | 0.316 | 1.000 | 0.246 | 0.159 | 0.037 | 0.017 | 0.026 | 0.045 | 0.044 | 0.091 | 0.010 | 0.081 | 0.046 | 0.099 | 0.000 | 0.028 | 0.019 | 0.009 | 0.025 | 0.018 | 0.000 | 0.101 | 0.213 | 0.077 | 0.108 |
| is_rewarded_video_watcher_lifetime | 0.035 | 0.201 | 0.226 | 0.344 | 0.246 | 1.000 | 0.205 | 0.033 | 0.012 | 0.075 | 0.033 | 0.129 | 0.142 | 0.015 | 0.150 | 0.057 | 0.097 | 0.069 | 0.000 | 0.004 | 0.003 | 0.060 | 0.068 | 0.029 | 0.017 | 0.057 | 0.137 | 0.083 |
| money_stash | -0.022 | 0.192 | 0.193 | 0.418 | 0.159 | 0.205 | 1.000 | 0.072 | 0.041 | 0.029 | 0.148 | 0.054 | 0.059 | 0.003 | 0.049 | 0.032 | 0.678 | 0.010 | 0.012 | -0.067 | 0.249 | -0.025 | -0.022 | 0.028 | 0.025 | 0.173 | 0.123 | -0.073 |
| morale_spent | -0.076 | 0.385 | 0.338 | 0.135 | 0.037 | 0.033 | 0.072 | 1.000 | 0.000 | 0.517 | 0.005 | 0.000 | 0.000 | 0.024 | 0.000 | 0.754 | -0.194 | 0.321 | 0.070 | 0.442 | -0.308 | 0.220 | 0.320 | 0.523 | 0.092 | 0.077 | 0.354 | -0.022 |
| number_of_devices_used | 0.016 | 0.065 | 0.036 | 0.014 | 0.017 | 0.012 | 0.041 | 0.000 | 1.000 | 0.037 | 0.190 | 0.052 | 0.049 | 0.012 | 0.039 | 0.023 | 0.041 | 0.070 | 0.044 | 0.033 | 0.002 | 0.033 | 0.017 | 0.000 | 0.010 | 0.005 | 0.027 | 0.019 |
| playtime | -0.132 | 0.609 | 0.588 | 0.183 | 0.026 | 0.075 | 0.029 | 0.517 | 0.037 | 1.000 | 0.021 | 0.044 | 0.040 | -0.003 | 0.037 | 0.630 | -0.101 | 0.565 | 0.090 | 0.703 | -0.417 | 0.340 | 0.542 | 0.760 | 0.116 | 0.065 | 0.548 | -0.007 |
| registration_channel_detailed | 0.012 | 0.058 | 0.051 | 0.065 | 0.045 | 0.033 | 0.148 | 0.005 | 0.190 | 0.021 | 1.000 | 0.149 | 0.202 | 0.053 | 0.206 | 0.021 | 0.101 | 0.005 | 0.000 | 0.015 | 0.030 | 0.012 | 0.014 | 0.008 | 0.006 | 0.026 | 0.028 | 0.098 |
| registration_device_type | 0.010 | 0.044 | 0.064 | 0.036 | 0.044 | 0.129 | 0.054 | 0.000 | 0.052 | 0.044 | 0.149 | 1.000 | 1.000 | 0.011 | 0.725 | 0.020 | 0.037 | 0.019 | 0.000 | 0.000 | 0.000 | 0.013 | 0.011 | 0.000 | 0.004 | 0.000 | 0.030 | 0.076 |
| registration_platform_specific | 0.007 | 0.035 | 0.041 | 0.023 | 0.091 | 0.142 | 0.059 | 0.000 | 0.049 | 0.040 | 0.202 | 1.000 | 1.000 | 0.008 | 0.715 | 0.017 | 0.051 | 0.019 | 0.004 | 0.000 | 0.010 | 0.016 | 0.013 | 0.000 | 0.017 | 0.000 | 0.022 | 0.071 |
| registration_season_day | 0.007 | -0.002 | -0.023 | -0.010 | 0.010 | 0.015 | 0.003 | 0.024 | 0.012 | -0.003 | 0.053 | 0.011 | 0.008 | 1.000 | 0.010 | -0.004 | -0.005 | -0.012 | -0.006 | -0.041 | 0.037 | -0.093 | -0.050 | 0.002 | -0.004 | 0.012 | -0.024 | -0.007 |
| registration_store | 0.006 | 0.036 | 0.028 | 0.011 | 0.081 | 0.150 | 0.049 | 0.000 | 0.039 | 0.037 | 0.206 | 0.725 | 0.715 | 0.010 | 1.000 | 0.011 | 0.047 | 0.014 | 0.000 | 0.000 | 0.006 | 0.012 | 0.011 | 0.000 | 0.014 | 0.000 | 0.021 | 0.063 |
| rests_spent | -0.086 | 0.445 | 0.376 | 0.090 | 0.046 | 0.057 | 0.032 | 0.754 | 0.023 | 0.630 | 0.021 | 0.020 | 0.017 | -0.004 | 0.011 | 1.000 | -0.264 | 0.368 | 0.084 | 0.552 | -0.395 | 0.268 | 0.389 | 0.672 | 0.110 | 0.058 | 0.401 | -0.010 |
| rests_stash | -0.005 | 0.055 | 0.065 | 0.248 | 0.099 | 0.097 | 0.678 | -0.194 | 0.041 | -0.101 | 0.101 | 0.037 | 0.051 | -0.005 | 0.047 | -0.264 | 1.000 | -0.049 | -0.018 | -0.148 | 0.426 | -0.085 | -0.111 | -0.151 | -0.013 | 0.084 | 0.010 | -0.076 |
| session_count | -0.075 | 0.352 | 0.381 | 0.121 | 0.000 | 0.069 | 0.010 | 0.321 | 0.070 | 0.565 | 0.005 | 0.019 | 0.019 | -0.012 | 0.014 | 0.368 | -0.049 | 1.000 | 0.063 | 0.371 | -0.195 | 0.295 | 0.373 | 0.412 | 0.078 | 0.011 | 0.335 | -0.030 |
| tokens_bought | -0.010 | 0.097 | 0.071 | 0.016 | 0.028 | 0.000 | 0.012 | 0.070 | 0.044 | 0.090 | 0.000 | 0.000 | 0.004 | -0.006 | 0.000 | 0.084 | -0.018 | 0.063 | 1.000 | 0.109 | -0.047 | 0.035 | 0.048 | 0.078 | 0.735 | 0.115 | 0.073 | -0.003 |
| tokens_spent | -0.119 | 0.582 | 0.390 | 0.068 | 0.019 | 0.004 | -0.067 | 0.442 | 0.033 | 0.703 | 0.015 | 0.000 | 0.000 | -0.041 | 0.000 | 0.552 | -0.148 | 0.371 | 0.109 | 1.000 | -0.686 | 0.240 | 0.350 | 0.553 | 0.131 | 0.045 | 0.322 | 0.002 |
| tokens_stash | 0.040 | -0.310 | -0.213 | -0.040 | 0.009 | 0.003 | 0.249 | -0.308 | 0.002 | -0.417 | 0.030 | 0.000 | 0.010 | 0.037 | 0.006 | -0.395 | 0.426 | -0.195 | -0.047 | -0.686 | 1.000 | -0.158 | -0.236 | -0.323 | -0.061 | 0.000 | -0.135 | -0.046 |
| total_match_played_count | -0.038 | 0.209 | 0.124 | 0.030 | 0.025 | 0.060 | -0.025 | 0.220 | 0.033 | 0.340 | 0.012 | 0.013 | 0.016 | -0.093 | 0.012 | 0.268 | -0.085 | 0.295 | 0.035 | 0.240 | -0.158 | 1.000 | 0.581 | 0.242 | 0.043 | 0.009 | 0.166 | 0.010 |
| total_match_watched_count | -0.060 | 0.307 | 0.288 | 0.080 | 0.018 | 0.068 | -0.022 | 0.320 | 0.017 | 0.542 | 0.014 | 0.011 | 0.013 | -0.050 | 0.011 | 0.389 | -0.111 | 0.373 | 0.048 | 0.350 | -0.236 | 0.581 | 1.000 | 0.373 | 0.067 | 0.022 | 0.266 | -0.001 |
| training_count | -0.123 | 0.501 | 0.462 | 0.113 | 0.000 | 0.029 | 0.028 | 0.523 | 0.000 | 0.760 | 0.008 | 0.000 | 0.000 | 0.002 | 0.000 | 0.672 | -0.151 | 0.412 | 0.078 | 0.553 | -0.323 | 0.242 | 0.373 | 1.000 | 0.103 | 0.059 | 0.545 | -0.015 |
| transaction_count_iap | -0.017 | 0.145 | 0.098 | 0.026 | 0.101 | 0.017 | 0.025 | 0.092 | 0.010 | 0.116 | 0.006 | 0.004 | 0.017 | -0.004 | 0.014 | 0.110 | -0.013 | 0.078 | 0.735 | 0.131 | -0.061 | 0.043 | 0.067 | 0.103 | 1.000 | 0.163 | 0.092 | -0.003 |
| transaction_count_iap_lifetime | -0.017 | 0.175 | 0.100 | 0.355 | 0.213 | 0.057 | 0.173 | 0.077 | 0.005 | 0.065 | 0.026 | 0.000 | 0.000 | 0.012 | 0.000 | 0.058 | 0.084 | 0.011 | 0.115 | 0.045 | 0.000 | 0.009 | 0.022 | 0.059 | 0.163 | 1.000 | 0.130 | 0.021 |
| transaction_count_rewarded_video | -0.092 | 0.369 | 0.382 | 0.193 | 0.077 | 0.137 | 0.123 | 0.354 | 0.027 | 0.548 | 0.028 | 0.030 | 0.022 | -0.024 | 0.021 | 0.401 | 0.010 | 0.335 | 0.073 | 0.322 | -0.135 | 0.166 | 0.266 | 0.545 | 0.092 | 0.130 | 1.000 | -0.011 |
| user_id | 0.000 | -0.022 | -0.013 | -0.001 | 0.108 | 0.083 | -0.073 | -0.022 | 0.019 | -0.007 | 0.098 | 0.076 | 0.071 | -0.007 | 0.063 | -0.010 | -0.076 | -0.030 | -0.003 | 0.002 | -0.046 | 0.010 | -0.001 | -0.015 | -0.003 | 0.021 | -0.011 | 1.000 |
Missing values
Sample
| user_id | registration_time_utc | registration_platform_specific | registration_country | registration_store | registration_season_day | registration_channel_detailed | registration_device_type | registration_device_manufacturer | session_count | playtime | number_of_devices_used | total_match_played_count | total_match_watched_count | transaction_count_iap | transaction_count_rewarded_video | tokens_spent | tokens_stash | tokens_bought | rests_stash | rests_spent | morale_spent | money_stash | avg_stars_top_3_players | avg_age_top_11_players | training_count | days_active_first_28_days_after_registration | is_payer_lifetime | days_active_lifetime | transaction_count_iap_lifetime | is_rewarded_video_watcher_lifetime | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 5 | 2024-05-25 01:26:48 | iOS Phone | France | AppStore | 7 | Organic | Phone | Apple | 1 | 2.351033 | 1 | 2 | 0 | 0 | 0 | 0 | 114 | 0 | 524 | 0 | 0 | 1066076772 | 5.451511 | 22.0 | 0 | 0 | 0 | 19 | 0 | 1 |
| 1 | 7 | 2024-06-14 20:09:31 | Android Phone | Turkey | GooglePlay | 27 | Unknown | Phone | Xiaomi | 1 | 8.695900 | 1 | 0 | 0 | 0 | 0 | 0 | 157 | 0 | 962 | 0 | 0 | 1224446429 | 5.303822 | 22.0 | 1 | 0 | 0 | 24 | 0 | 1 |
| 2 | 13 | 2024-05-31 09:06:51 | Android Phone | Belarus | GooglePlay | 13 | Organic | Phone | Xiaomi | 2 | 28.386383 | 1 | 0 | 0 | 0 | 0 | 20 | 232 | 0 | 829 | 0 | 0 | 1221792142 | 5.746889 | 24.0 | 3 | 0 | 0 | 222 | 0 | 1 |
| 3 | 23 | 2024-05-31 04:00:33 | Android Phone | Indonesia | GooglePlay | 13 | Paid | Phone | OPPO | 4 | 53.028333 | 1 | 3 | 1 | 0 | 0 | 79 | 8 | 0 | 180 | 39 | 9 | 928112709 | 6.692578 | 22.0 | 7 | 1 | 0 | 2 | 0 | 1 |
| 4 | 25 | 2024-06-15 19:56:05 | iOS Phone | Egypt | AppStore | 28 | Organic | Phone | Apple | 5 | 97.782017 | 1 | 1 | 1 | 0 | 0 | 77 | 70 | 0 | 209 | 80 | 2 | 326553498 | 5.775289 | 24.0 | 6 | 3 | 0 | 19 | 0 | 1 |
| 5 | 34 | 2024-06-04 11:23:49 | iOS Phone | Spain | AppStore | 17 | Paid | Phone | Apple | 6 | 55.080083 | 1 | 2 | 1 | 0 | 2 | 37 | 118 | 0 | 448 | 22 | 39 | 1182306069 | 6.028800 | 23.0 | 2 | 5 | 0 | 111 | 0 | 1 |
| 6 | 35 | 2024-05-25 18:58:57 | Android Phone | Brazil | GooglePlay | 7 | Paid | Phone | samsung | 1 | 16.513550 | 1 | 0 | 0 | 0 | 0 | 5 | 87 | 0 | 511 | 0 | 0 | 1216470714 | 6.161334 | 22.0 | 3 | 26 | 1 | 36 | 3 | 1 |
| 7 | 36 | 2024-05-29 11:20:56 | Android Phone | Germany | GooglePlay | 11 | Paid | Phone | samsung | 2 | 60.578217 | 1 | 1 | 1 | 2 | 0 | 306 | 5 | 213 | 1008 | 24 | 6 | 1093692628 | 6.314888 | 22.0 | 1 | 0 | 0 | 1 | 0 | 0 |
| 8 | 39 | 2024-06-04 14:00:39 | Android Phone | Iraq | GooglePlay | 17 | Paid | Phone | samsung | 1 | 9.479500 | 1 | 1 | 0 | 0 | 0 | 0 | 105 | 0 | 437 | 0 | 0 | 1307801234 | 5.333778 | 23.0 | 0 | 0 | 0 | 55 | 0 | 1 |
| 9 | 45 | 2024-05-25 20:05:22 | Android Phone | Spain | GooglePlay | 7 | Paid | Phone | Xiaomi | 1 | 19.669950 | 1 | 5 | 0 | 0 | 0 | 50 | 31 | 0 | 677 | 0 | 0 | 1214279285 | 6.391689 | 23.0 | 1 | 2 | 0 | 4 | 0 | 1 |
| user_id | registration_time_utc | registration_platform_specific | registration_country | registration_store | registration_season_day | registration_channel_detailed | registration_device_type | registration_device_manufacturer | session_count | playtime | number_of_devices_used | total_match_played_count | total_match_watched_count | transaction_count_iap | transaction_count_rewarded_video | tokens_spent | tokens_stash | tokens_bought | rests_stash | rests_spent | morale_spent | money_stash | avg_stars_top_3_players | avg_age_top_11_players | training_count | days_active_first_28_days_after_registration | is_payer_lifetime | days_active_lifetime | transaction_count_iap_lifetime | is_rewarded_video_watcher_lifetime | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49990 | 218923 | 2024-05-24 08:12:17 | iOS Phone | Turkey | AppStore | 6 | Organic | Phone | Apple | 1 | 20.708150 | 1 | 1 | 0 | 0 | 1 | 74 | 13 | 0 | 203 | 0 | 0 | 724971838 | 6.355422 | 22.0 | 2 | 0 | 1 | 43 | 2 | 1 |
| 49991 | 218924 | 2024-06-03 13:56:15 | WebGL FB Canvas | Spain | 16 | Organic | PC | Unknown | 2 | 2.538933 | 1 | 1 | 0 | 0 | 0 | 0 | 95 | 0 | 728 | 0 | 0 | 1108258704 | 4.349422 | 24.0 | 0 | 0 | 0 | 33 | 0 | 0 | |
| 49992 | 218925 | 2024-05-22 12:30:42 | Android Phone | Belgium | GooglePlay | 4 | Paid | Phone | samsung | 2 | 2.279400 | 1 | 1 | 0 | 0 | 0 | 0 | 8 | 0 | 1030 | 0 | 0 | 1053080883 | 4.839645 | 22.0 | 0 | 20 | 0 | 135 | 0 | 1 |
| 49993 | 218932 | 2024-05-21 15:57:06 | Android Phone | Poland | GooglePlay | 3 | Organic | Phone | motorola | 2 | 37.880233 | 1 | 0 | 0 | 0 | 0 | 101 | 13 | 0 | 172 | 163 | 17 | 168868254 | 6.127422 | 25.0 | 10 | 7 | 0 | 20 | 0 | 1 |
| 49994 | 218939 | 2024-05-30 16:29:57 | Android Phone | Indonesia | GooglePlay | 12 | Unknown | Phone | OPPO | 1 | 6.946017 | 1 | 0 | 0 | 0 | 0 | 0 | 162 | 0 | 593 | 0 | 0 | 1373552935 | 5.264889 | 23.0 | 0 | 0 | 1 | 93 | 2 | 1 |
| 49995 | 218943 | 2024-05-26 13:45:01 | iOS Phone | Montenegro | AppStore | 8 | Organic | Phone | Apple | 2 | 40.668633 | 1 | 1 | 0 | 0 | 4 | 181 | 8 | 0 | 622 | 103 | 10 | 258337268 | 6.038222 | 24.0 | 7 | 10 | 0 | 9 | 0 | 0 |
| 49996 | 218947 | 2024-05-29 08:54:43 | Android Phone | Indonesia | GooglePlay | 11 | Unknown | Phone | Xiaomi | 2 | 13.240983 | 1 | 1 | 0 | 0 | 0 | 1 | 194 | 0 | 267 | 0 | 0 | 1346944347 | 6.129333 | 24.0 | 5 | 0 | 0 | 259 | 0 | 1 |
| 49997 | 218948 | 2024-06-04 05:18:42 | Android Phone | Indonesia | GooglePlay | 17 | Organic | Phone | Xiaomi | 1 | 24.279567 | 1 | 1 | 0 | 0 | 2 | 61 | 26 | 0 | 601 | 179 | 68 | 1049928950 | 5.737466 | 21.0 | 0 | 27 | 0 | 15 | 0 | 1 |
| 49998 | 218949 | 2024-05-27 01:57:37 | Android Phone | Indonesia | GooglePlay | 9 | Paid | Phone | realme | 3 | 33.607533 | 1 | 1 | 0 | 0 | 0 | 15 | 111 | 0 | 525 | 0 | 0 | 1287003702 | 5.835422 | 22.0 | 3 | 23 | 0 | 92 | 0 | 0 |
| 49999 | 218956 | 2024-06-03 15:25:35 | Android Phone | Indonesia | GooglePlay | 16 | Paid | Phone | OPPO | 1 | 24.481083 | 1 | 1 | 0 | 0 | 0 | 17 | 72 | 0 | 454 | 45 | 9 | 974469666 | 6.806444 | 22.0 | 3 | 9 | 0 | 116 | 0 | 1 |